{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "# sns.set(style='whitegrid', color_codes=True)\n",
    "\n",
    "np.random.seed(sum(map(ord, 'categorical')))\n",
    "titanic = sns.load_dataset('titanic')\n",
    "tips = sns.load_dataset('tips')\n",
    "iris = sns.load_dataset('iris')\n",
    "tips.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x58eb7f0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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pkiwDTgBuGm0lP/cR4N3Ak6MupPMcYDvwj910yiVJnjHKgqrqf4C/Bu4HtgKPVdUNo6xp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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x58eb570>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, col='time')# 指定数据集和指标\n",
    "g.map(plt.hist, 'tip')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13915bd0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZUdKeVs4Gbud0y134OzbP+PqZtgHMvt2BQ3bOWxHbRyLUDd4wVCqw5T4Nuqvf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\nS7R39VLIJLHZAQyFchkppIl2brTDE2b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      "text/plain": [
       "<matplotlib.figure.Figure at 0x13915e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, col='sex', hue='smoker')\n",
    "g.map(plt.scatter, 'total_bill', 'tip', alpha=.3)# alpha透明度\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x139b6c30>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Gx+OJePHGore3lwcffJDt27cDcPTRR7Nq1aohGV5KJUJeXh579+4N95yMMXi9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\nhUKhSGiUIVMoFApFQvP/Aa/9cTMaIWoYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x139b62d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, row='smoker', col='time', margin_titles=True)\n",
    "g.map(sns.regplot, 'size', 'total_bill', color='.3', fit_reg=True, x_jitter=.1)#fit_reg，是否显示回归线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\lib\\site-packages\\seaborn\\axisgrid.py:230: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "d:\\python\\lib\\site-packages\\seaborn\\axisgrid.py:715: UserWarning: Using the barplot function without specifying `order` is likely to produce an incorrect plot.\n",
      "  warnings.warn(warning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13a978b0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x13b83230>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, col='day', size=4, aspect=.5)\n",
    "g.map(sns.barplot, 'sex', 'total_bill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CategoricalIndex(['Sat', 'Sun', 'Thur', 'Fri'], categories=['Thur', 'Fri', 'Sat', 'Sun'], ordered=False, dtype='category')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\lib\\site-packages\\seaborn\\axisgrid.py:230: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "d:\\python\\lib\\site-packages\\seaborn\\axisgrid.py:715: UserWarning: Using the boxplot function without specifying `order` is likely to produce an incorrect plot.\n",
      "  warnings.warn(warning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x133af8b0>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ig1iSpEQGsSRJiQxiSZISGcSSJCUyiCVJSmQQS5KUyCCWJCmRQSxJUiKDWJKkRAaxJEmJ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\niCVJSmQQS5KU6P8Dm3+gT1wtM/8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x133e2410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas import Categorical\n",
    "ordered_days = tips.day.value_counts().index\n",
    "print(ordered_days)\n",
    "ordered_days = Categorical(['Thur', 'Fri', 'Sat', 'Sun'])# 自定义顺序\n",
    "g = sns.FacetGrid(tips, row='day', row_order=ordered_days,\n",
    "                  size=1.7, aspect=4)\n",
    "g.map(sns.boxplot, 'total_bill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\lib\\site-packages\\seaborn\\axisgrid.py:230: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13d5c170>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ShXZPKx/GJolkEltmlVXncqtmn32i/yKRp1OMjIyse+3KpR52cwzV5qadZNM9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\nd1QKwPcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13d4b190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pal = dict(Lunch='seagreen', Dinner='gray')\n",
    "g = sns.FacetGrid(tips, hue='time', palette=pal, size=5)\n",
    "g.map(plt.scatter, 'total_bill', 'tip', s=50, alpha=.7, linewidth=.5, edgecolor='white')\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\lib\\site-packages\\seaborn\\axisgrid.py:230: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13e67bf0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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bdY+3K6VOJHVUGYYVpXsm1pxcT+bsDOd+PB64m0/Du3S572cRuPL64/i+ZiA3N+r7RZsj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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13e5fc90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(tips, hue='sex', palette='Set1', size=5, hue_kws={'marker':['^', 'v']})\n",
    "g.map(plt.scatter, 'total_bill', 'tip', s=100, linewidth=.5, edgecolor='white')\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\lib\\site-packages\\seaborn\\axisgrid.py:230: UserWarning: The `size` paramter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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WORBW1nx09nbCv7b/jPzCMmxLOo+oKQHw8hCio5cTPN0d4enhiKgpAexNMbYC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\ngZoQQjju/wGinn4+IYHEvQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13f20dd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style('white'):\n",
    "    g = sns.FacetGrid(tips, row='sex', col='smoker', margin_titles=True,size=2.5)\n",
    "g.map(plt.scatter, 'total_bill', 'tip', color='#334488', edgecolor='white', lw=.5)\n",
    "g.set_axis_labels('Total bill (US Dollars)', 'Tip')# x轴，y轴名\n",
    "g.set(xticks=[10, 30, 50], yticks=[2, 6, 10])# 两轴的刻度\n",
    "g.fig.subplots_adjust(wspace=.02, hspace=.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0xfe0750>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vuO/afag05yHsukRpAXjX7kO4/s4nnK6zt18bTG3LDqPc8IDg+KnpUvgxV1li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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfe01f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(iris)\n",
    "g.map(plt.scatter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x14d88730>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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y7SWN0y70LUNZzaLSspU5HVyWXMpqF3keepVD3nnfYewaP9xR2jtqAvyqc5Yb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wDfv/k8R7nIbpSUoOeyVZmyLSe214hyL+1K45pt6upyWlQ2bbwj7nLpV/addMwR6kQuymq3ZYzr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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14d88870>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(iris)\n",
    "g.map_diag(plt.hist)# 对角线上画的图\n",
    "g.map_offdiag(plt.scatter)# 非对角线上画的图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x168b1e30>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SZvPB6z371A9rjB+MvJMPrf5xRNIZFU2pW3q38yYcDInRmNPuqVPYn6PA9o/s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\nMXoNo7y6+ksAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x168b1ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(iris, vars=['sepal_length', 'sepal_width'], hue='species')\n",
    "g.map(plt.scatter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x15007250>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ur7F/2K92UbhEUcIt+qRYWy7WnlfCxcwvRXigrgYKYwScGB7ltV47ZbZEwyfoqlSzcnjC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fV0XiY8a+fQNGgCfNPkiem/7R9HTUkOmi7Lhw2APfEOihTHlpaX0Xa8G63Hu7G/rgZNdTXIzMiI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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15007ab0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(tips, hue='size', palette='GnBu_d')\n",
    "g.map(plt.scatter, s=50, edgecolor='white')\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
